Pith Number

pith:CEAQZUDL

pith:2025:CEAQZUDLB7WTVXCCNJ43R4CRXS

not attested not anchored not stored refs pending

Bridging vision language model (VLM) evaluation gaps with a framework for scalable and cost-effective benchmark generation

A. Emre Kavur, Annika Reinke, Bar{\i}\c{s} \"Ozt\"urk, Fabian Isensee, Klaus Maier-Hein, Lena Maier-Hein, Leon Mayer, Marcel Knopp, Paul F. Jaeger, Simon Pavicic, Tim R\"adsch

arxiv:2502.15563 v1 · 2025-02-21 · cs.CV · cs.AI · cs.CL · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

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\usepackage{pith}
\pithnumber{CEAQZUDLB7WTVXCCNJ43R4CRXS}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Challenging Vision-Language Models with Surgical Data: A New Dataset and Broad Benchmarking Study

Receipt and verification

First computed	2026-07-05T10:18:03.536388Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

11010cd06b0fed3adc426a79b8f051bca37fd14f71b8ec071d74fb24ede6ec10

Aliases

arxiv: 2502.15563 · arxiv_version: 2502.15563v1 · doi: 10.48550/arxiv.2502.15563 · pith_short_12: CEAQZUDLB7WT · pith_short_16: CEAQZUDLB7WTVXCC · pith_short_8: CEAQZUDL

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/CEAQZUDLB7WTVXCCNJ43R4CRXS \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 11010cd06b0fed3adc426a79b8f051bca37fd14f71b8ec071d74fb24ede6ec10

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "91b7efa7cc5fe944a807114e1a753922d72331896202718d6ea3d6b8a2610907",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-21T16:24:10Z",
    "title_canon_sha256": "e45cbb345f0fa8f9ef0d1842b20d0f0e558aaae6234d6a78f0ee84c1d4c0ab46"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.15563",
    "kind": "arxiv",
    "version": 1
  }
}